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Machine Learning

Machine Learning

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Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Ko'proq ko'rsatish

📈 Telegram kanali Machine Learning analitikasi

Machine Learning (@machinelearning9) Ingliz til segmentidagi kanali faol ishtirokchi. Hozirda hamjamiyat 40 040 obunachidan iborat bo'lib, Texnologiyalar & Aralashmalar toifasida 3 406-o'rinni va Suriya mintaqasida 232-o'rinni egallagan.

📊 Auditoriya ko‘rsatkichlari va dinamika

невідомо sanasidan buyon loyiha tez o‘sib, 40 040 obunachiga ega bo‘ldi.

22 Iyun, 2026 dagi oxirgi ma’lumotlarga ko‘ra kanal barqaror faollikka ega. Oxirgi 30 kunda obunachilar soni 372 ga, so‘nggi 24 soatda esa 2 ga o‘zgardi va umumiy qamrov yuqori darajada qolmoqda.

  • Tasdiqlash holati: Tasdiqlanmagan
  • Jalb etish (ER): Auditoriya o‘rtacha 1.94% darajada jalb etiladi. Nashrdan keyingi dastlabki 24 soatda kontent odatda umumiy obunachilar sonining 1.16% ini tashkil etuvchi reaksiyalarni to‘playdi.
  • Post qamrovi: Har bir post o‘rtacha 775 marta ko‘riladi; birinchi sutkada odatda 466 ta ko‘rish yig‘iladi.
  • Reaksiyalar va o‘zaro ta’sir: Auditoriya faol: har bir postga o‘rtacha 3 ta reaksiya keladi.
  • Tematik yo‘nalishlar: Kontent distance, insidead, gpu, learning, degree kabi asosiy mavzularga jamlangan.

📝 Tavsif va kontent siyosati

Muallif resursni shaxsiy fikrni ifoda etish maydoni sifatida ta’riflaydi:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Yuqori yangilanish chastotasi (oxirgi ma’lumot 23 Iyun, 2026 da olingan) sababli kanal doimo dolzarb va katta qamrovli bo‘lib qoladi. Analitika auditoriya kontent bilan faol hamkorlik qilishini, uni Texnologiyalar & Aralashmalar toifasidagi muhim ta’sir nuqtasiga aylantirishini ko‘rsatadi.

40 040
Obunachilar
+224 soatlar
+237 kunlar
+37230 kunlar
Postlar arxiv
📌 How to Get Hired in the AI Era 🗂 Category: CAREER ADVICE 🕒 Date: 2026-05-01 | ⏱️ Read time: 7 min read What people actua
📌 How to Get Hired in the AI Era 🗂 Category: CAREER ADVICE 🕒 Date: 2026-05-01 | ⏱️ Read time: 7 min read What people actually look for when hiring juniors that stand out. #DataScience #AI #Python

🧮 $40/day × 30 days = $1,200/month. That's what my students average. From their phone. In 10 minutes a day. No degree needed
🧮 $40/day × 30 days = $1,200/month. That's what my students average. From their phone. In 10 minutes a day. No degree needed. No investment knowledge required. Just Copy & Paste my moves. I'm Tania, and this is real. 👉 Join for Free, Click here #ad 📢 InsideAd

Leaked 7‑minute pre‑trade checklist: I stole this after watching 12 losing trades in a row… and it flipped my next 3 sessions
Leaked 7‑minute pre‑trade checklist: I stole this after watching 12 losing trades in a row… and it flipped my next 3 sessions. 1) mark the 2 liquidity levels first, 2) wait for the 15m sweep, 3) confirm 1 candle shift, 4) set 1R auto‑rule, 5) log the screenshot before entry. Want the template? Join Checklist #ad 📢 InsideAd

💡 Level Up Your IT Career in 2026 – For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #I
💡 Level Up Your IT Career in 2026 – For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more 🔗 Download each free resource here: • Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS) 👉https://bit.ly/4ejSFbz • IT Certs E-book 👉 https://bit.ly/42y8owh • IT Exams Skill Test 👉 https://bit.ly/42kp7Dv • Free AI Materials & Support Tools 👉 https://bit.ly/3QEfWek • Free Cloud Study Guide 👉https://bit.ly/4u8Zb9r 📲 Need exam help? Contact admin: wa.link/40f942 💬 Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a

📌 Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-30 | ⏱
📌 Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-30 | ⏱️ Read time: 8 min read Frameworks accelerated the first wave of LLM apps, but production demands a different architecture. #DataScience #AI #Python

📌 How to Study the Monotonicity and Stability of Variables in a Scoring Model using Python 🗂 Category: DATA SCIENCE 🕒 Date
📌 How to Study the Monotonicity and Stability of Variables in a Scoring Model using Python 🗂 Category: DATA SCIENCE 🕒 Date: 2026-04-30 | ⏱️ Read time: 10 min read How can you validate that your variables tell a consistent risk? #DataScience #AI #Python

📌 Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings 🗂 Category: LARGE LANGUAGE MODEL 🕒 Date: 2026-04-30
📌 Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings 🗂 Category: LARGE LANGUAGE MODEL 🕒 Date: 2026-04-30 | ⏱️ Read time: 15 min read Structure is all you need #DataScience #AI #Python

📌 A Gentle Introduction to Stochastic Programming 🗂 Category: MATHEMATICS 🕒 Date: 2026-04-30 | ⏱️ Read time: 15 min read H
📌 A Gentle Introduction to Stochastic Programming 🗂 Category: MATHEMATICS 🕒 Date: 2026-04-30 | ⏱️ Read time: 15 min read How to make decisions when your spreadsheet is lying about the future #DataScience #AI #Python

📌 4 YAML Files Instead of PySpark: How We Let Analysts Build Data Pipelines Without Engineers 🗂 Category: DATA ENGINEERING
📌 4 YAML Files Instead of PySpark: How We Let Analysts Build Data Pipelines Without Engineers 🗂 Category: DATA ENGINEERING 🕒 Date: 2026-04-29 | ⏱️ Read time: 10 min read How we replaced Python pipelines with dlt, dbt, and Trino — and cut delivery time… #DataScience #AI #Python

How a University Student Built a Game Changing Bot for Polymarket – And You Can Use It Too A computer science student built a
How a University Student Built a Game Changing Bot for Polymarket – And You Can Use It Too A computer science student built a bot that snipes trades before the market reacts! Meet Peter, who automated crypto trading by tracking blockchain data delays. He created the Oracle Lag Sniper to get in on Polymarket trades faster than anyone else. ⚡ Why it works:Super Fast Execution: Snipes trades before the market catches up • Polymarket-Optimized: Built for speed & accuracy • Open Source & Free: Tweak it as you wish • Easy Setup: No tech skills required! Start using the Oracle Lag Sniper today. Head to GitHub, set it up, and make smarter, quicker trades. Sponsored by Polymarket Analytics

📌 System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine 🗂 Category: DATA
📌 System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine 🗂 Category: DATA SCIENCE 🕒 Date: 2026-04-29 | ⏱️ Read time: 17 min read A deep dive into how Apache Flink works, why it exists, and learning it while… #DataScience #AI #Python

In the last 14 days, 63% of retail trades were stopped out… but not because the market “hates” you - it’s the plan that’s mis
In the last 14 days, 63% of retail trades were stopped out… but not because the market “hates” you - it’s the plan that’s missing. 𝗘𝗟𝗜𝗧𝗘𝗣𝗜𝗣 𝗘𝗠𝗣𝗜𝗥𝗘 helps you trade calmer with daily setups, clear levels, and 1-on-1 support when you feel stuck. Less panic. More structure. Request access here: Join #ad 📢 InsideAd

📌 Agentic AI: How to Save on Tokens 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-29 | ⏱️ Read time: 26 min read Caching, lazy-lo
📌 Agentic AI: How to Save on Tokens 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-29 | ⏱️ Read time: 26 min read Caching, lazy-loading, routing, compaction, and more #DataScience #AI #Python

📌 Ensembles of Ensembles of Ensembles: A Guide to Stacking 🗂 Category: MACHINE LEARNING 🕒 Date: 2026-04-29 | ⏱️ Read time:
📌 Ensembles of Ensembles of Ensembles: A Guide to Stacking 🗂 Category: MACHINE LEARNING 🕒 Date: 2026-04-29 | ⏱️ Read time: 9 min read The best machine learning model is not one model #DataScience #AI #Python

📌 Correlation Doesn’t Mean Causation! But What Does It Mean? 🗂 Category: DATA SCIENCE 🕒 Date: 2026-04-28 | ⏱️ Read time: 6
📌 Correlation Doesn’t Mean Causation! But What Does It Mean? 🗂 Category: DATA SCIENCE 🕒 Date: 2026-04-28 | ⏱️ Read time: 6 min read What does correlation tells us? #DataScience #AI #Python

📌 Let the AI Do the Experimenting 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-28 | ⏱️ Read time: 14 min read Using autoresearch
📌 Let the AI Do the Experimenting 🗂 Category: AGENTIC AI 🕒 Date: 2026-04-28 | ⏱️ Read time: 14 min read Using autoresearch to optimise marketing campaigns under budget constraints #DataScience #AI #Python

I watched 3 traders blow accounts in 7 days… for the same 1 mistake. Here’s the fix. Leaked Checklist (ELITEPIP EMPIRE): - Sp
I watched 3 traders blow accounts in 7 days… for the same 1 mistake. Here’s the fix. Leaked Checklist (ELITEPIP EMPIRE): - Spot the 2 news traps that fake out “easy” entries - Use the 3-step setup filter to skip low-quality signals - Lock risk with a 1-minute position plan - Read market bias in under 5 minutes Join & level up | Get access #ad 📢 InsideAd

📌 PyTorch NaNs Are Silent Killers — So I Built a 3ms Hook to Catch Them at the Exact Layer 🗂 Category: DEEP LEARNING 🕒 Dat
📌 PyTorch NaNs Are Silent Killers — So I Built a 3ms Hook to Catch Them at the Exact Layer 🗂 Category: DEEP LEARNING 🕒 Date: 2026-04-28 | ⏱️ Read time: 11 min read NaNs don’t crash your training — they quietly destroy it. After losing hours to a… #DataScience #AI #Python

Most AAU econ students spend hours struggling with materials, not knowing the hidden cost: relying only on lecture notes limi
Most AAU econ students spend hours struggling with materials, not knowing the hidden cost: relying only on lecture notes limits your exam success. Unlock stress-free preparation with our complete, verified materials, past exams, and reference books-all in one place. Study smarter, stay confident, and ace the future! Join us now 👉 AAU ECONOMICS STUDENT2018 #ad 📢 InsideAd

📌 The Next Frontier of AI in Production Is Chaos Engineering 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2026-04-28 | ⏱️ R
📌 The Next Frontier of AI in Production Is Chaos Engineering 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2026-04-28 | ⏱️ Read time: 18 min read Blast-radius control tells you how much to break. Intent tells you what breaking it will… #DataScience #AI #Python